Over the weekend, there were numerous reports that the couple were close to calling time on their romance. But a representative for the actress dismissed the rumours, insisting, "The whole story is completely false".
US Weekly had quoted a source who said that Eva's "insecurity" and Ryan's "moody" nature had put their two year relationship under strain.
The insider added, "I wouldn't be surprised if they split for good."
It was also reported that the couple briefly broke up six months ago, and that their relationship had remained rocky ever since.
Friends were said to have noticed a change in 39-year-old Eva. "She shuts down anyone who brings up Ryan," said a pal. "It's clear something is wrong."
Happily though, it seems that the reports were unfounded, and the pair are still going strong.
Ryan, 32, and Eva started dating in September 2011, shortly after working together on the crime drama The Place Beyond The Pines.
"Ryan and Eva has spent a lot of time together on set," a source said at the time. "They have great chemistry and seem to enjoy filming together.
"They seem to be good friend and always laugh together."